Real World Examples
Explore hands-on notebooks and articles demonstrating robust causal inference with Causalis.
Linear and Nonlinear Data Generating Process benchmarking
Automated conversion of dgp_benchmarking.ipynb
Compare Implementation of DML IRM in Causalis and DML IRM in DoubleMl
Automated conversion of doubleml_benchmark.ipynb
DML GATE Example
This notebook demonstrates how to estimate **Group Average Treatment Effects (GATE)** using Double Machine Learning.
RCT Benchmark: t-test vs Linear Regression vs DML ATE
Automated conversion of rct_benchmark.ipynb
Rct Design
Because your hash key is your “random universe,” and those three fields control *which* universe you’re in.